Files
gpt-pilot/core/llm/convo.py
2024-05-23 20:11:50 +02:00

171 lines
5.3 KiB
Python

from copy import deepcopy
from typing import Any, Iterator, Optional
class Convo:
"""
A conversation between a user and a Large Language Model (LLM) assistant.
Holds messages and an optional metadata log (list of dicts with
prompt information).
"""
ROLES = ["system", "user", "assistant", "function"]
messages: list[dict[str, str]]
prompt_log: list[dict[str, Any]]
def __init__(self, content: Optional[str] = None):
"""
Initialize a new conversation.
:param content: Initial system message (optional).
"""
self.messages = []
self.prompt_log = []
if content is not None:
self.system(content)
@staticmethod
def _dedent(text: str) -> str:
"""
Remove common leading whitespace from every line of text.
:param text: Text to dedent.
:return: Dedented text.
"""
indent = len(text)
lines = text.splitlines()
for line in lines:
if line.strip():
indent = min(indent, len(line) - len(line.lstrip()))
dedented_lines = [line[indent:].rstrip() for line in lines]
return "\n".join(line for line in dedented_lines)
def add(self, role: str, content: str, name: Optional[str] = None) -> "Convo":
"""
Add a message to the conversation.
In most cases, you should use the convenience methods instead.
:param role: Role of the message (system, user, assistant, function).
:param content: Content of the message.
:param name: Name of the message sender (optional).
:return: The conv object.
"""
if role not in self.ROLES:
raise ValueError(f"Unknown role: {role}")
if not content:
raise ValueError("Empty message content")
if not isinstance(content, str) and not isinstance(content, dict):
raise TypeError(f"Invalid message content: {type(content).__name__}")
message = {
"role": role,
"content": self._dedent(content) if isinstance(content, str) else content,
}
if name is not None:
message["name"] = name
self.messages.append(message)
return self
def system(self, content: str, name: Optional[str] = None) -> "Convo":
"""
Add a system message to the conversation.
System messages can use `name` for showing example conversations
between an example user and an example assistant.
:param content: Content of the message.
:param name: Name of the message sender (optional).
:return: The convo object.
"""
return self.add("system", content, name)
def user(self, content: str, name: Optional[str] = None) -> "Convo":
"""
Add a user message to the conversation.
:param content: Content of the message.
:param name: User name (optional).
:return: The convo object.
"""
return self.add("user", content, name)
def assistant(self, content: str, name: Optional[str] = None) -> "Convo":
"""
Add an assistant message to the conversation.
:param content: Content of the message.
:param name: Assistant name (optional).
:return: The convo object.
"""
return self.add("assistant", content, name)
def function(self, content: str, name: Optional[str] = None) -> "Convo":
"""
Add a function (tool) response to the conversation.
:param content: Content of the message.
:param name: Function/tool name (optional).
:return: The convo object.
"""
return self.add("function", content, name)
def fork(self) -> "Convo":
"""
Create an identical copy of the conversation.
This performs a deep copy of all the message
contents, so you can safely modify both the
parent and the child conversation.
:return: A copy of the conversation.
"""
child = Convo()
child.messages = deepcopy(self.messages)
child.prompt_log = deepcopy(self.prompt_log)
return child
def after(self, parent: "Convo") -> "Convo":
"""
Create a chat with only messages after the last common
message (that appears in both parent conversation and
this one).
:param parent: Parent conversation.
:return: A new conversation with only new messages.
"""
index = 0
while index < min(len(self.messages), len(parent.messages)) and self.messages[index] == parent.messages[index]:
index += 1
child = Convo()
child.messages = [deepcopy(msg) for msg in self.messages[index:]]
return child
def last(self) -> Optional[dict[str, str]]:
"""
Get the last message in the conversation.
:return: The last message, or None if the conversation is empty.
"""
return self.messages[-1] if self.messages else None
def __iter__(self) -> Iterator[dict[str, str]]:
"""
Iterate over the messages in the conversation.
:return: An iterator over the messages.
"""
return iter(self.messages)
def __repr__(self) -> str:
return f"<Convo({self.messages})>"
__all__ = ["Convo"]